DEV Community

Terer K. Gilbert
Terer K. Gilbert

Posted on

Essential SQL Commands For Data Science.

Image description

Structured Query Language (SQL) is a programming language used to manage and manipulate data stored in relational database management systems (RDBMS). As a data scientist, mastering SQL is an essential skill to extract, transform and load data from databases. In this article, we'll cover some of the essential SQL commands for data science.

SELECT
The SELECT command is used to retrieve data from one or more tables. It is the most commonly used command in SQL. The basic syntax for SELECT command is:
SELECT column1, column2, …
FROM table_name;

For example, to retrieve all the data from a table called "customers," you would use the following command:

           SELECT *
           FROM customers;
Enter fullscreen mode Exit fullscreen mode

WHERE
The WHERE command is used to filter data based on certain conditions. The basic syntax for WHERE command is:
SELECT column1, column2, …
FROM table_name
WHERE condition;

For example, to retrieve all the data from a table called "customers" where the country is 'USA,' you would use the following command:

          SELECT *
          FROM customers
          WHERE country = 'USA';
Enter fullscreen mode Exit fullscreen mode

GROUP BY
The GROUP BY command is used to group the result set based on one or more columns. The basic syntax for GROUP BY command is:
SELECT column1, column2, …,
FROM table_name
GROUP BY column1, column2, …;

For example, to retrieve the count of customers by country from a table called "customers," you would use the following command:

         SELECT country, COUNT(*)
         FROM customers
         GROUP BY country;
Enter fullscreen mode Exit fullscreen mode

JOIN
The JOIN command is used to combine two or more tables based on a related column. The basic syntax for JOIN command is:
SELECT column1, column2, …
FROM table1
JOIN table2
ON table1.column = table2.column;

For example, to retrieve the customer information along with their order information from two tables called "customers" and "orders" where the common column is "customer_id," you would use the following command:

            SELECT *
            FROM customers
            JOIN orders
            ON customers.customer_id = orders.customer_id;
Enter fullscreen mode Exit fullscreen mode

ORDER BY
The ORDER BY command is used to sort the result set in ascending or descending order based on one or more columns. The basic syntax for ORDER BY command is:
SELECT column1, column2, …
FROM table_name
ORDER BY column1 ASC|DESC, column2 ASC|DESC, …;

For example, to retrieve the customer information from a table called "customers" sorted by the customer's name in ascending order, you would use the following command:

              SELECT *
              FROM customers
              ORDER BY customer_name ASC;
Enter fullscreen mode Exit fullscreen mode

LIMIT
The LIMIT command is used to limit the number of rows returned by the SELECT command. The basic syntax for LIMIT command is:
SELECT column1, column2, …
FROM table_name
LIMIT number_of_rows;

For example, to retrieve the top 10 customers from a table called "customers," you would use the following command:

            SELECT *
            FROM customers
Enter fullscreen mode Exit fullscreen mode

LIMIT 10;

In conclusion, SQL is a powerful tool for data manipulation and is a must-have skill for data scientists. Understanding and mastering these essential SQL commands will allow data scientists to effectively retrieve and analyze data from relational databases

Top comments (0)